Kappa Loss for Skin Lesion Segmentation in Fully Convolutional Network. - Jing Zhang 086; Caroline Petitjean; Samia Ainouz 001 (ISBI, 2020)

Explainability for Regression CNN in Fetal Head Circumference Estimation from Ultrasound Images. - Jing Zhang 086; Caroline Petitjean; Florian Yger; Samia Ainouz 001 (iMIMIC/MIL3ID/LABELS@MICCAI, 2020)

Direct estimation of fetal head circumference from ultrasound images based on regression CNN. - Jing Zhang 086; Caroline Petitjean; Pierre Lopez; Samia Ainouz 001 (MIDL, 2020)

Segmentation-Based vs. Regression-Based Biomarker Estimation: A Case Study of Fetus Head Circumference Assessment from Ultrasound Images. - Jing Zhang 086; Caroline Petitjean; Samia Ainouz 001 (J. Imaging, 2022)

Biomarker estimation from medical images: segmentation-based and segmentation-free approaches. (Estimation des biomarqueurs à partir d'images médicales: approches basées sur la segmentation et sans segmentation). - Jing Zhang 086 (2022)